pyecharts--3D散点图

data中行表示一个人到达h1,h2,h3的时间（时间戳）
做一个3D散点图，希望能从图上看出哪些人可能是团体，哪些人是单独行动。

from pyecharts import options as opts
from pyecharts.charts import Scatter3D

data = [[2675029,  2751842,  2924585],
       [2672022,  2751718,  2924840],
       [2653937,  2751696,  2924810],
       [2675051,  2751850,  2924585],
       [2675251,  2751798,  2924422],
       [2675320,  2751733,  2924771],
       [2654367,  2751747,  2924650],
       [2653132,  2755289,  3015796],
       [2675358,  2751667,  2924703],
       [2653902,  2751689,  2924810],
       [2675237,  2751814,  2924422],
       [2671985,  2751753,  2924741],
       [2653467,  2751821,  2924532],
       [2654382,  2751739,  2924650],
       [2675337,  2751726,  2924771],
       [2653062,  2751835,  2924381],
       [2653041,  2751827,  2924381],
       [2675291,  2751636,  2924468],
       [2672011,  2751775,  2924741],
       [2654013,  2755282,  3015866],
       [2675385,  2751653,  2924703],
       [2653993,  2755523,  3015898],
       [2653450,  2751859,  2924532],
       [2654403,  2751675,  2924494],
       [2675372,  2751659,  2924703],
       [2653967,  2755531,  3015898],
       [2653159,  2755232,  3015772],
       [2660208,  2751787,  2924616],
       [2653108,  2755296,  3015772],
       [2672036,  2751707,  2924840],
       [2675110,  2755545,  3016063],
       [2660227,  2751682,  2924616],
       [2653493,  2755598,  3015960],
       [2674999,  2755313,  3015840],
       [2675132,  2755538,  3016063],
       [2674973,  2755303,  3015840]]

scatter3D = (Scatter3D()
             .add("", data,
#                  xaxis3d_opts=opts.Axis3DOpts(name='h1',name_gap=35,min_=2650000,max_=2680000,
#                                               textstyle_opts=opts.TextStyleOpts(color='green',font_size=20,font_family='Times New Roman'),
#                                              ),
#                  yaxis3d_opts=opts.Axis3DOpts(name='h2',name_gap=35,min_=2750000,max_=2760000,
#                                               textstyle_opts=opts.TextStyleOpts(color='red',font_size=20,font_family='Times New Roman'),
#                                              ),
#                  zaxis3d_opts=opts.Axis3DOpts(name='h3',name_gap=35,min_=2920000,max_=3020000,
#                                               textstyle_opts=opts.TextStyleOpts(color='blue',font_size=20,font_family='Times New Roman'),
#                                              ),
                 xaxis3d_opts=opts.AxisOpts(name='h1',name_gap=35,min_=2650000,max_=2680000,
                                            splitline_opts=opts.AxisLineOpts(is_show=True),
                                            name_textstyle_opts=opts.TextStyleOpts(color='green',font_size=20,font_family='Times New Roman'),
                                            axislabel_opts=opts.LabelOpts(color='green',font_size=14,font_family='Times New Roman'),
                                           ),

                 yaxis3d_opts=opts.AxisOpts(name='h2',name_gap=35,min_=2750000,max_=2760000,
                                            splitline_opts=opts.AxisLineOpts(is_show=True),
                                            name_textstyle_opts=opts.TextStyleOpts(color='red',font_size=20,font_family='Times New Roman'),
                                            axislabel_opts=opts.LabelOpts(color='red',font_size=14,font_family='Times New Roman'),
                                           ),
                 
                 zaxis3d_opts=opts.AxisOpts(name='h3',name_gap=35,min_=2920000,max_=3020000,
                                            splitline_opts=opts.AxisLineOpts(is_show=True),
                                            name_textstyle_opts=opts.TextStyleOpts(color='blue',font_size=20,font_family='Times New Roman'),
                                            axislabel_opts=opts.LabelOpts(color='blue',font_size=14,font_family='Times New Roman',margin=5),
                                              ),
                 grid3d_opts=opts.Grid3DOpts(is_rotate=True,rotate_speed=25),
                 )
             .set_global_opts(
                 title_opts=opts.TitleOpts("Scatter3D-基本示例"),
                 visualmap_opts=opts.VisualMapOpts(is_show=False),
                 toolbox_opts=opts.ToolboxOpts(is_show=True),
             ) 
            )
scatter3D.render_notebook()

结果如下：

另有pyecharts官方文档
pyecharts 的详细配置项.

改进：

1. 想要缩小图中点的大小，点太大导致两个点重叠在一起，像是一个点。（貌似是symbol_size，但是要怎么用鸭~唉）
2. 点的标签，data共36个点，能否在散点图中标注点的顺序。